{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e1be2042-afe8-42cc-91b4-d1198ca6e8a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x576 with 18 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#!/usr/bin/env python\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import pywt\n",
    "import pywt.data\n",
    "\n",
    "camera = pywt.data.camera()\n",
    "\n",
    "wavelet = pywt.Wavelet('sym2')\n",
    "level = 5\n",
    "# Note: Running with transform=\"dwtn\" is faster, but the resulting images will\n",
    "#       look substantially worse.\n",
    "coeffs = pywt.mran(camera, wavelet=wavelet, level=level, transform='swtn')\n",
    "ca = coeffs[0]\n",
    "details = coeffs[1:]\n",
    "\n",
    "# Plot all coefficient subbands and the original\n",
    "gridspec_kw = dict(hspace=0.1, wspace=0.1)\n",
    "fontdict = dict(verticalalignment='center', horizontalalignment='center',\n",
    "                color='k')\n",
    "fig, axes = plt.subplots(len(details) + 1, 3, figsize=[5, 8], sharex=True,\n",
    "                         sharey=True, gridspec_kw=gridspec_kw)\n",
    "imshow_kw = dict(interpolation='nearest', cmap=plt.cm.gray)\n",
    "for i, x in enumerate(details):\n",
    "    axes[i][0].imshow(details[-i - 1]['ad'], **imshow_kw)\n",
    "\n",
    "    axes[i][1].imshow(details[-i - 1]['da'], **imshow_kw)\n",
    "    axes[i][2].imshow(details[-i - 1]['dd'], **imshow_kw)\n",
    "    axes[i][0].text(256, 50, 'ad%d' % (i + 1), fontdict=fontdict)\n",
    "    axes[i][1].text(256, 50, 'da%d' % (i + 1), fontdict=fontdict)\n",
    "    axes[i][2].text(256, 50, 'dd%d' % (i + 1), fontdict=fontdict)\n",
    "\n",
    "axes[-1][0].imshow(ca, **imshow_kw)\n",
    "axes[-1][0].text(256, 50, 'approx.', fontdict=fontdict)\n",
    "axes[-1][1].imshow(camera, **imshow_kw)\n",
    "axes[-1][1].text(256, 50, 'original', fontdict=fontdict)\n",
    "\n",
    "for ax in axes.ravel():\n",
    "    ax.set_axis_off()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "344dfebc-2c8f-4544-9896-4e77d38a208c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
